Neural network modeling and geochemical water analyses to understand and forecast karst and non-karst part of flash floods (case study on the <i>Lez</i> river, Southern France)

Darras, T.; Raynaud, F.; Borrell Estupina, V.; Kong-A-Siou, L.; Van-Exter, S.; Vayssade, B.; Johannet, A.; Pistre, S.

doi:https://doi.org/10.5194/piahs-369-43-2015

Articles | Volume 369

https://doi.org/10.5194/piahs-369-43-2015

© Author(s) 2015. This work is distributed under
the Creative Commons Attribution 3.0 License.

https://doi.org/10.5194/piahs-369-43-2015

© Author(s) 2015. This work is distributed under
the Creative Commons Attribution 3.0 License.

Articles | Volume 369

11 Jun 2015

| 11 Jun 2015

Neural network modeling and geochemical water analyses to understand and forecast karst and non-karst part of flash floods (case study on the Lez river, Southern France)

T. Darras, F. Raynaud, V. Borrell Estupina, L. Kong-A-Siou, S. Van-Exter, B. Vayssade, A. Johannet, and S. Pistre

Viewed

Total article views: 1,810 (including HTML, PDF, and XML)

HTML	PDF	XML	Total	BibTeX	EndNote
1,065	639	106	1,810	160	191

HTML: 1,065
PDF: 639
XML: 106
Total: 1,810
BibTeX: 160
EndNote: 191

Views and downloads (calculated since 11 Jun 2015)

Month	HTML	PDF	XML	Total
Jun 2015	22	14	2	38
Jul 2015	39	34	0	73
Aug 2015	16	9	0	25
Sep 2015	7	2	0	9
Oct 2015	7	3	0	10
Nov 2015	11	11	0	22
Dec 2015	2	3	0	5
Jan 2016	7	2	1	10
Feb 2016	3	1	0	4
Mar 2016	7	2	0	9
Apr 2016	4	3	0	7
May 2016	6	3	0	9
Jun 2016	2	0	2
Jul 2016	5	1	1	7
Aug 2016	2	1	0	3
Sep 2016	4	1	0	5
Oct 2016	5	2	2	9
Nov 2016	3	3	0	6
Dec 2016	1	0	1
Jan 2017	1	1	0	2
Feb 2017	1	1	0	2
Mar 2017	6	6	1	13
Apr 2017	9	4	0	13
May 2017	6	3	0	9
Jun 2017	3	1	0	4
Jul 2017	5	3	0	8
Aug 2017	7	6	0	13
Sep 2017	5	2	0	7
Oct 2017	4	8	0	12
Nov 2017	8	12	1	21
Dec 2017	6	2	0	8
Jan 2018	8	4	1	13
Feb 2018	16	4	2	22
Mar 2018	11	5	0	16
Apr 2018	5	3	0	8
May 2018	7	4	0	11
Jun 2018	9	6	1	16
Jul 2018	10	6	0	16
Aug 2018	8	5	0	13
Sep 2018	14	5	0	19
Oct 2018	12	6	2	20
Nov 2018	12	4	0	16
Dec 2018	6	4	0	10
Jan 2019	8	5	1	14
Feb 2019	11	2	0	13
Mar 2019	10	1	0	11
Apr 2019	6	6	0	12
May 2019	10	11	0	21
Jun 2019	6	9	0	15
Jul 2019	5	6	0	11
Aug 2019	6	7	1	14
Sep 2019	4	9	0	13
Oct 2019	8	2	0	10
Nov 2019	10	5	0	15
Dec 2019	12	4	0	16
Jan 2020	8	4	0	12
Feb 2020	11	7	0	18
Mar 2020	9	6	0	15
Apr 2020	12	4	0	16
May 2020	10	3	1	14
Jun 2020	36	12	1	49
Jul 2020	56	47	43	146
Aug 2020	6	4	2	12
Sep 2020	7	4	0	11
Oct 2020	6	7	0	13
Nov 2020	6	3	0	9
Dec 2020	7	2	0	9
Jan 2021	11	8	0	19
Feb 2021	11	4	0	15
Mar 2021	2	3	0	5
Apr 2021	4	5	0	9
May 2021	6	2	0	8
Jun 2021	5	3	0	8
Jul 2021	5	7	0	12
Aug 2021	3	2	0	5
Sep 2021	4	8	0	12
Oct 2021	5	18	0	23
Nov 2021	10	14	0	24
Dec 2021	7	4	0	11
Jan 2022	6	5	0	11
Feb 2022	8	3	1	12
Mar 2022	7	4	1	12
Apr 2022	4	3	1	8
May 2022	7	3	0	10
Jun 2022	1	2	1	4
Jul 2022	7	0	7
Aug 2022	5	6	0	11
Sep 2022	8	3	0	11
Oct 2022	8	1	1	10
Nov 2022	8	6	0	14
Dec 2022	10	7	0	17
Jan 2023	6	8	0	14
Feb 2023	3	2	0	5
Mar 2023	9	4	1	14
Apr 2023	6	2	0	8
May 2023	5	7	1	13
Jun 2023	6	6	1	13
Jul 2023	2	1	0	3
Aug 2023	5	2	1	8
Sep 2023	4	6	3	13
Oct 2023	3	2	1	6
Nov 2023	1	1	2
Dec 2023	6	2	2	10
Jan 2024	3	4	0	7
Feb 2024	5	5	0	10
Mar 2024	5	5	1	11
Apr 2024	10	7	4	21
May 2024	8	4	2	14
Jun 2024	15	6	1	22
Jul 2024	11	2	2	15
Aug 2024	23	1	0	24
Sep 2024	8	3	1	12
Oct 2024	6	4	2	12
Nov 2024	6	2	1	9
Dec 2024	1	5	0	6
Jan 2025	6	4	5	15
Feb 2025	12	4	1	17
Mar 2025	9	4	1	14
Apr 2025	9	9	1	19
May 2025	19	6	2	27
Jun 2025	25	11	1	37
Jul 2025	16	8	0	24
Aug 2025	32	8	1	41
Sep 2025	26	4	1	31

Cumulative views and downloads (calculated since 11 Jun 2015)

Month	HTML	PDF	XML	Total
Jun 2015	22	14	2	38
Jul 2015	39	34	0	73
Aug 2015	16	9	0	25
Sep 2015	7	2	0	9
Oct 2015	7	3	0	10
Nov 2015	11	11	0	22
Dec 2015	2	3	0	5
Jan 2016	7	2	1	10
Feb 2016	3	1	0	4
Mar 2016	7	2	0	9
Apr 2016	4	3	0	7
May 2016	6	3	0	9
Jun 2016	2	0	2
Jul 2016	5	1	1	7
Aug 2016	2	1	0	3
Sep 2016	4	1	0	5
Oct 2016	5	2	2	9
Nov 2016	3	3	0	6
Dec 2016	1	0	1
Jan 2017	1	1	0	2
Feb 2017	1	1	0	2
Mar 2017	6	6	1	13
Apr 2017	9	4	0	13
May 2017	6	3	0	9
Jun 2017	3	1	0	4
Jul 2017	5	3	0	8
Aug 2017	7	6	0	13
Sep 2017	5	2	0	7
Oct 2017	4	8	0	12
Nov 2017	8	12	1	21
Dec 2017	6	2	0	8
Jan 2018	8	4	1	13
Feb 2018	16	4	2	22
Mar 2018	11	5	0	16
Apr 2018	5	3	0	8
May 2018	7	4	0	11
Jun 2018	9	6	1	16
Jul 2018	10	6	0	16
Aug 2018	8	5	0	13
Sep 2018	14	5	0	19
Oct 2018	12	6	2	20
Nov 2018	12	4	0	16
Dec 2018	6	4	0	10
Jan 2019	8	5	1	14
Feb 2019	11	2	0	13
Mar 2019	10	1	0	11
Apr 2019	6	6	0	12
May 2019	10	11	0	21
Jun 2019	6	9	0	15
Jul 2019	5	6	0	11
Aug 2019	6	7	1	14
Sep 2019	4	9	0	13
Oct 2019	8	2	0	10
Nov 2019	10	5	0	15
Dec 2019	12	4	0	16
Jan 2020	8	4	0	12
Feb 2020	11	7	0	18
Mar 2020	9	6	0	15
Apr 2020	12	4	0	16
May 2020	10	3	1	14
Jun 2020	36	12	1	49
Jul 2020	56	47	43	146
Aug 2020	6	4	2	12
Sep 2020	7	4	0	11
Oct 2020	6	7	0	13
Nov 2020	6	3	0	9
Dec 2020	7	2	0	9
Jan 2021	11	8	0	19
Feb 2021	11	4	0	15
Mar 2021	2	3	0	5
Apr 2021	4	5	0	9
May 2021	6	2	0	8
Jun 2021	5	3	0	8
Jul 2021	5	7	0	12
Aug 2021	3	2	0	5
Sep 2021	4	8	0	12
Oct 2021	5	18	0	23
Nov 2021	10	14	0	24
Dec 2021	7	4	0	11
Jan 2022	6	5	0	11
Feb 2022	8	3	1	12
Mar 2022	7	4	1	12
Apr 2022	4	3	1	8
May 2022	7	3	0	10
Jun 2022	1	2	1	4
Jul 2022	7	0	7
Aug 2022	5	6	0	11
Sep 2022	8	3	0	11
Oct 2022	8	1	1	10
Nov 2022	8	6	0	14
Dec 2022	10	7	0	17
Jan 2023	6	8	0	14
Feb 2023	3	2	0	5
Mar 2023	9	4	1	14
Apr 2023	6	2	0	8
May 2023	5	7	1	13
Jun 2023	6	6	1	13
Jul 2023	2	1	0	3
Aug 2023	5	2	1	8
Sep 2023	4	6	3	13
Oct 2023	3	2	1	6
Nov 2023	1	1	2
Dec 2023	6	2	2	10
Jan 2024	3	4	0	7
Feb 2024	5	5	0	10
Mar 2024	5	5	1	11
Apr 2024	10	7	4	21
May 2024	8	4	2	14
Jun 2024	15	6	1	22
Jul 2024	11	2	2	15
Aug 2024	23	1	0	24
Sep 2024	8	3	1	12
Oct 2024	6	4	2	12
Nov 2024	6	2	1	9
Dec 2024	1	5	0	6
Jan 2025	6	4	5	15
Feb 2025	12	4	1	17
Mar 2025	9	4	1	14
Apr 2025	9	9	1	19
May 2025	19	6	2	27
Jun 2025	25	11	1	37
Jul 2025	16	8	0	24
Aug 2025	32	8	1	41
Sep 2025	26	4	1	31

Cited

Latest update: 18 Sep 2025

Neural network modeling and geochemical water analyses to understand and forecast karst and non-karst part of flash floods (case study on the Lez river, Southern France)

Viewed

Cited

2 citations as recorded by crossref.